{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Week2-进阶作业"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 问题描述"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "（本周共计4个作业，一个扩展作业）  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "from __future__ import print_function\n",
    "from ipywidgets import interact, interactive, fixed, interact_manual\n",
    "import ipywidgets as widgets\n",
    "import cv2 as cv\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "    \n",
    "def my_imshow(img, title=''):\n",
    "    \n",
    "    if img.ndim == 3:\n",
    "        plt.imshow(img[..., ::-1])\n",
    "    else:\n",
    "        plt.imshow(img, cmap='gray')\n",
    "    plt.title(title);plt.xticks([]);plt.yticks([])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 1. 以Lena为原始图像，通过OpenCV实现平均滤波，高斯滤波及中值滤波，比较滤波结果。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "> **均值滤波：**\n",
    ">+ blur(src, ksize[, dst[, anchor[, borderType]]])  \n",
    ">+ boxFilter(src, ddepth, ksize[, dst[, anchor[, normalize[, borderType]]]])  \n",
    ">\n",
    "> **高斯滤波:**\n",
    ">+ GaussianBlur(src, ksize, sigmaX[, dst[, sigmaY[, borderType]]])\n",
    ">+ getGaussianKernel(ksize, sigma[, ktype])\n",
    ">\n",
    "> **中值滤波:**  \n",
    ">+ cv.medianBlur(src, ksize[, dst]) 对图像中的椒盐噪声非常有效\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "13f5bce52bfd425a8f1b56797e5c1618",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "interactive(children=(IntSlider(value=3, description='ksize', max=300, min=1, step=2), Output()), _dom_classes…"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "025a9a4b96e3400097b2c72c2600c85a",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "interactive(children=(IntSlider(value=3, description='ksize', max=300, min=1, step=2), Output()), _dom_classes…"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "e345cd93eab74cd3a756334012e8162b",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "interactive(children=(IntSlider(value=3, description='ksize', max=300, min=1, step=2), Output()), _dom_classes…"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "img = cv.imread(\"lena.jpg\", 1)\n",
    "@interact(ksize=(1, 300, 2))\n",
    "def my_blur(ksize=3):  \n",
    "    mean = cv.blur(img, (ksize, ksize))\n",
    "    my_imshow(mean, \"Mean\")\n",
    "    \n",
    "@interact(ksize=(1, 300, 2))\n",
    "def my_gaussian(ksize=3):\n",
    "    img_gaussian = cv.GaussianBlur(img, (ksize, ksize), 0)\n",
    "    my_imshow(img_gaussian, \"Gaussian\")\n",
    "    \n",
    "@interact(ksize=(1, 300, 2))\n",
    "def my_median(ksize=3):\n",
    "    img_median = cv.medianBlur(img, ksize)\n",
    "    my_imshow(img_median, \"Median\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2. 以Lena为原始图像，通过OpenCV使用Sobel及Canny算子检测，比较边缘检测结果。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "ddd14f6c6bce44a49377cf2b386062ef",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "interactive(children=(IntSlider(value=15, description='ksize', max=31, min=1, step=2), Output()), _dom_classes…"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "c6f7eb553a324abf8fe2958c0f92cd4c",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "interactive(children=(IntSlider(value=15, description='ksize', max=31, min=1, step=2), Output()), _dom_classes…"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "2d8fe6b581ee4feabab629b92f39a03f",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "interactive(children=(IntSlider(value=100, description='threshold1', max=300, min=-100), IntSlider(value=200, …"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 读取灰度图像\n",
    "img = cv.imread(\"lena.jpg\", 0)\n",
    "\n",
    "# Sobel算子-沿X方向\n",
    "@interact(ksize=(1, 31, 2))\n",
    "def my_sobelx(ksize):\n",
    "    sobelx = cv.Sobel(img, cv.CV_8U, 1, 0, ksize=ksize)\n",
    "    my_imshow(sobelx, \"Sobel X\")\n",
    "    \n",
    "# Sobel算子-沿y方向\n",
    "@interact(ksize=(1, 31, 2))\n",
    "def my_sobely(ksize):\n",
    "    sobely = cv.Sobel(img, cv.CV_8U, 0, 1, ksize=ksize)\n",
    "    my_imshow(sobely, \"Sobel Y\")\n",
    "    \n",
    "# Canny算子\n",
    "@interact(threshold1=100, threshold2=200, apertureSize=10)\n",
    "def my_canny(threshold1=100, threshold2=200, apertureSize=3):\n",
    "    canny = cv.Canny(img, threshold1, threshold2, apertureSize)\n",
    "    my_imshow(canny, \"Canny\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3. 在OpenCV安装目录下找到课程对应演示图片(安装目录\\sources\\samples\\data)，首先计算灰度直方图，进一步使用大津算法进行分割，并比较分析分割结果。 "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    ">**计算直方图：**\n",
    ">+ hist = cv.calcHist(images, channels, mask, histSize, ranges[, hist[, accumulate]])\n",
    ">+ hist, bins = np.histogram(img1.ravel(), 256, [0, 256])\n",
    ">\n",
    ">**绘制直方图：**\n",
    ">+ plt.hist(img3_gray.ravel(), 256, [0, 256]);plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(300, 400)\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 691.2x518.4 with 9 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "img3 = cv.imread(\"pic2.png\", 1)\n",
    "img3_gray = cv.cvtColor(img3, cv.COLOR_BGR2GRAY)\n",
    "print(img3_gray.shape)\n",
    "\n",
    "# 全局阈值\n",
    "ret1, img_global = cv.threshold(img3_gray, 127, 255, cv.THRESH_OTSU)\n",
    "\n",
    "# Otsu阈值\n",
    "ret2, img_otsu = cv.threshold(img3_gray, 0, 255, cv.THRESH_BINARY+cv.THRESH_OTSU)\n",
    "\n",
    "# 经过高斯滤波的Otsu阈值\n",
    "gaussian = cv.GaussianBlur(img3_gray, (5, 5), 0)\n",
    "ret3, img_gs_otsu = cv.threshold(gaussian, 0, 255, cv.THRESH_BINARY+cv.THRESH_OTSU)\n",
    "\n",
    "imgs = [img3_gray, 0, img_global,\n",
    "        img3_gray, 0, img_otsu,\n",
    "       gaussian, 0, img_gs_otsu]\n",
    "titles = ['Original Noisy Image','Histogram','Global Thresholding (v=127)',\n",
    "          'Original Noisy Image','Histogram',\"Otsu's Thresholding\",\n",
    "          'Gaussian filtered Image','Histogram',\"Otsu's Thresholding\"]\n",
    "plt.figure(figsize=(9.6, 7.2))\n",
    "for i in range(3):\n",
    "    plt.subplot(3, 3, i*3+1);plt.imshow(imgs[i*3], 'gray')\n",
    "    plt.title(titles[i*3]), plt.xticks([]), plt.yticks([])\n",
    "    plt.subplot(3, 3, i*3+2);plt.hist(imgs[i*3].ravel(), 256, [0, 256])\n",
    "    plt.title(titles[i*3+1]), plt.xticks([]), plt.yticks([])\n",
    "    plt.subplot(3, 3, i*3+3); plt.imshow(imgs[i*3+2], 'gray')\n",
    "    plt.title(titles[i*3+2]), plt.xticks([]), plt.yticks([])\n",
    "plt.tight_layout()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 4. 使用米粒图像，分割得到各米粒，首先计算各区域(米粒)的面积、长度等信息，进一步计算面积、长度的均值及方差，分析落在3sigma范围内米粒的数量。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(256, 256, 3)\n",
      "Threshold is : 131.0\n",
      "\n",
      "米粒信息：\n",
      "\t米粒数量：93\n",
      "\t面积均值：151.9, 面积方差：3877.7\n",
      "\t面积在3sigma内的米粒数量：91\n",
      "\t长度均值：59.9, 长度方差：310.2\n",
      "\t长度在3sigma内的米粒数量：90\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x576 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import cv2 as cv\n",
    "import copy\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "# 打开图像\n",
    "image = cv.imread(\"rice.png\", 1)  #中文无法识别\n",
    "print(image.shape)\n",
    "gray = cv.cvtColor(image, cv.COLOR_BGR2GRAY)\n",
    "# 大津算法灰度阈值化\n",
    "thr, bw = cv.threshold(gray, 0, 0xff, cv.THRESH_OTSU)\n",
    "print('Threshold is :', thr)\n",
    "\n",
    "element = cv.getStructuringElement(cv.MORPH_CROSS, (3, 3))\n",
    "bw = cv.morphologyEx(bw, cv.MORPH_OPEN, element)\n",
    "\n",
    "seg = copy.deepcopy(bw)\n",
    "# 计算轮廓\n",
    "cnts, hier = cv.findContours(seg, cv.RETR_EXTERNAL, cv.CHAIN_APPROX_SIMPLE)\n",
    "\n",
    "count = 0\n",
    "blob_info = {\n",
    "    \"area\": [],\n",
    "    \"length\": []\n",
    "}\n",
    "# 遍历所有区域，并去除面积过小的\n",
    "for i in range(len(cnts), 0, -1):\n",
    "    c = cnts[i-1]\n",
    "    area = cv.contourArea(c)\n",
    "    length = cv.arcLength(c, True)\n",
    "    if area < 10:\n",
    "        continue\n",
    "    count = count + 1\n",
    "    blob_info[\"area\"] = np.append(blob_info[\"area\"], area)\n",
    "    blob_info[\"length\"] = np.append(blob_info[\"length\"], length)\n",
    "#     blob_info[\"area\"].append(length)\n",
    "    # print(\"blob\", i, \" : \", area)\n",
    "\n",
    "    # 区域画框并标记\n",
    "    x, y, w, h = cv.boundingRect(c)\n",
    "    image = cv.rectangle(image, (x, y), (x+w, y+h), (0, 0, 0xff), 1)\n",
    "    image = cv.putText(image, str(count), (x, y), cv.FONT_HERSHEY_PLAIN, 0.5, (0, 0xff, 0))\n",
    "\n",
    "\n",
    "# 米粒信息计算\n",
    "area_mean = np.mean(blob_info[\"area\"])\n",
    "area_var = np.var(blob_info[\"area\"])\n",
    "area_std = np.std(blob_info[\"area\"])\n",
    "area_3sigma_num = 0\n",
    "\n",
    "length_mean = np.mean(blob_info[\"length\"])\n",
    "length_var = np.var(blob_info[\"length\"])\n",
    "length_std = np.std(blob_info[\"length\"])\n",
    "length_3sigma_num = 0\n",
    "\n",
    "for blob_i in range(count): \n",
    "    if area_mean-3*area_std <blob_info[\"area\"][blob_i]< area_mean+3*area_std:\n",
    "        area_3sigma_num += 1\n",
    "    if length_mean-3*length_std <blob_info[\"length\"][blob_i]< length_mean+3*length_std:\n",
    "        length_3sigma_num += 1\n",
    "\n",
    "\n",
    "print(\"\\n米粒信息：\")\n",
    "print(\"\\t米粒数量：{}\".format(count))\n",
    "print(\"\\t面积均值：{0:0.1f}, 面积方差：{1:0.1f}\".format(area_mean, area_var))\n",
    "print(\"\\t面积在3sigma内的米粒数量：{}\".format(area_3sigma_num))\n",
    "print(\"\\t长度均值：{0:0.1f}, 长度方差：{1:0.1f}\".format(length_mean, length_var))\n",
    "print(\"\\t长度在3sigma内的米粒数量：{}\".format(length_3sigma_num))\n",
    "plt.figure(figsize=(8, 8))\n",
    "plt.subplot(211);plt.hist(gray.ravel(), 256, [0, 256]);\n",
    "plt.subplot(223);my_imshow(image, title=\"源图\")\n",
    "plt.subplot(224);my_imshow(bw, title=\"阈值化图\")\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 5. 使用棋盘格及自选风景图像，分别使用SIFT、FAST及ORB算子检测角点，并比较分析检测结果。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "SIFT:\n",
      "\tTotal Keypoints with nonmaxSuppression: 98\n",
      "FAST:\n",
      "\tTotal Keypoints with nonmaxSuppression: 10\n",
      "ORB:\n",
      "\tTotal Keypoints with nonmaxSuppression: 368\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x1152 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "img5 = cv.imread(r\"chessboard2.png\", 0)\n",
    "# SIFT\n",
    "def my_sift(img):\n",
    "    sift = cv.xfeatures2d.SIFT_create()\n",
    "    kp = sift.detect(img, None)\n",
    "    img_sift = cv.drawKeypoints(img, kp, None, color=(255, 0, 0), flags=0)\n",
    "    img_sift = cv.drawKeypoints(img, kp, None)\n",
    "    print(\"SIFT:\")\n",
    "    print(\"\\tTotal Keypoints with nonmaxSuppression: {}\".format(len(kp)))\n",
    "    \n",
    "    return img_sift\n",
    "\n",
    "# FAST\n",
    "def my_fast(img):\n",
    "    fast = cv.FastFeatureDetector_create(threshold=0, \n",
    "                                        nonmaxSuppression=True,\n",
    "                                         type=cv.FAST_FEATURE_DETECTOR_TYPE_9_16)\n",
    "    kp = fast.detect(img, None)\n",
    "    img_fast = cv.drawKeypoints(img, kp, None, color=(0, 0, 255), flags=0)\n",
    "    print(\"FAST:\")\n",
    "#     print(\"Threshold: {}\".format(fast.getThreshold()))\n",
    "#     print(\"nonmaxSuppression: {}\".format(fast.getNonmaxSuppression()))\n",
    "#     print(\"neighborhood: {}\".format(fast.getType()))\n",
    "    print(\"\\tTotal Keypoints with nonmaxSuppression: {}\".format(len(kp)))\n",
    "    \n",
    "    return img_fast\n",
    "\n",
    "# ORB\n",
    "def my_orb(img):\n",
    "    orb = cv.ORB_create()\n",
    "    kp = orb.detect(img, None)\n",
    "    kp, des = orb.compute(img, kp)\n",
    "    img_orb = cv.drawKeypoints(img, kp, None, color=(0, 255, 0), flags=0)\n",
    "    print(\"ORB:\")\n",
    "    print(\"\\tTotal Keypoints with nonmaxSuppression: {}\".format(len(kp)))\n",
    "    \n",
    "    return img_orb\n",
    "\n",
    "plt.figure(figsize=(12, 16))\n",
    "plt.subplot(1, 3, 1);my_imshow(my_sift(img5), title=\"SIFT\")\n",
    "plt.subplot(1, 3, 2);my_imshow(my_fast(img5), title=\"FAST\")\n",
    "plt.subplot(1, 3, 3);my_imshow(my_orb(img5), title=\"ORB\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 6. (可选)使用Harris角点检测算子检测棋盘格，并与上述结果比较。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(475, 459, 3)\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "img6 = cv.imread(r\"chessboard2.png\", 1)\n",
    "print(img6.shape)\n",
    "gray = cv.cvtColor(img6, cv.COLOR_BGR2GRAY)\n",
    "# gray = np.float32(gray)\n",
    "dst = cv.cornerHarris(gray, 2, 3, 0.04)\n",
    "#result is dilated for marking the corners, not important\n",
    "dst = cv.dilate(dst, None)\n",
    "# Threshold for an optimal value, it may vary depending on the image.\n",
    "img6[dst>0.01*dst.max()]=[0, 0, 255]\n",
    "# plt.figure(figsize=(38, 30))\n",
    "my_imshow(img6, title=\"Harris\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.10"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
